Data cutoff2026-07-17latest completed source-data date

Candidates0top paper-policy research names

ActivationactiveAll required deep-dive components have current eligible evidence for every provisional paper candidate.

Championtransparent_stock_opportunity:restoration_v4active ensemble policy

Paper strategytop_ranked_long:seed_v1active paper policy

Runstock_opportunity_daily_20260719T015448Zreport generation key

Top Candidate Thesis Board

No candidates passed the current paper-policy gates.

Required Component Coverage

This matrix shows whether each required model family is present, current, and eligible across the current top candidates before the full evidence sections begin.

Component	Present	Current	Eligible
Markov State Blend	0/0	0/0	0/0
Fundamental Value	0/0	0/0	0/0
Governance Risk	0/0	0/0	0/0
Liquidity Dilution Risk	0/0	0/0	0/0
Neural Market Horizon	0/0	0/0	0/0
News Event Intelligence	0/0	0/0	0/0

Stock Opportunity Ensemble: 2026-07-17

Run: stock_opportunity_daily_20260719T015448Z

Research output only. Scores, ranks, and paper candidates are model observations, not trade instructions.

End-Of-Day Contract

Completed source-data cutoff: 2026-07-17
This report runs after the daily data-lake refresh and the Markov Stock State Engine finish.
Ensemble champion: transparent_stock_opportunity:restoration_v4
Paper-strategy policy: top_ranked_long:seed_v1
Paper-strategy activation: active
Activation reason: All required deep-dive components have current eligible evidence for every provisional paper candidate.
Ranked eligible symbols: 2,299
Paper-strategy research candidates: 0

Data Source And Decision Flow Map

This map is part of the report contract. It shows what data enters the foundation, which application or model uses it, what that model decides, and where the decision appears in the stock value report.

flowchart LR
    classDef source fill:#eef6ff,stroke:#2d6a9f,stroke-width:1px,color:#10253f
    classDef storage fill:#f7f7fb,stroke:#6b7280,stroke-width:1px,color:#111827
    classDef weighted fill:#e8f7ed,stroke:#247a3d,stroke-width:2px,color:#0f2f1a
    classDef review fill:#fff7df,stroke:#b7791f,stroke-width:2px,color:#3b2600
    classDef gap fill:#fdecec,stroke:#b42318,stroke-width:2px,color:#4a0f0b
    classDef decision fill:#efe7ff,stroke:#6d28d9,stroke-width:2px,color:#24104f
    classDef output fill:#e7f0fa,stroke:#1f4e79,stroke-width:2px,color:#172033
    classDef control fill:#f0fdfa,stroke:#0f766e,stroke-width:2px,color:#12312f

    subgraph S["Source systems - what data enters the lake"]
        FMP["FMP API: prices, profiles, statements, ratios, fundamentals, analyst data, news"]
        SEC["SEC EDGAR/data sets: submissions, filing text, XBRL company facts, statement data sets"]
        NEWS["News APIs/feeds: FMP news/press releases, NewsAPI, NewsData, GDELT opt-in discovery smoke, factual events, opinion, forecasts, publisher and author attribution"]
        GOV["Government disclosures: congressional and government buy/sell filings"]
        OFFGOV["Official government APIs: Congress.gov bills/members/committees, Regulations.gov dockets/documents/comments, OpenFEC candidates/committees/finance"]
        MACRO["FRED/ALFRED and BEA: macro vintages, Census-mirrored economic indicators, economic accounts, input-output tables"]
        BLS["BLS Public Data API: CPI, PPI, unemployment, payrolls, wages, JOLTS, sector employment and sector wages"]
        TREASURY["Treasury Fiscal Data API: public debt, receipts, outlays, customs duties"]
        CENSUS["Census EITS API: 176 direct retail, manufacturing, wholesale, 57-series QSS services, VIP construction, BFS formation, housing, and trade series"]
        FACTORSRC["Kenneth French Data Library: Fama/French daily factor returns and momentum"]
        ENERGY["EIA and commodity sources: oil/gas prices, production, inventories, refinery utilization, fuel prices, power prices, generation mix"]
        CFTC["CFTC Public Reporting: COT futures positioning and commodity trader categories"]
        FUTURES["Databento: CME Globex futures curves, definitions, daily bars, statistics"]
        TRADE["UN Comtrade and OECD TiVA: commodity trade flows, partner shares, value-added dependency"]
        IDS["OpenFIGI and GLEIF: security identifiers, LEI entities, parent/child relationships"]
        LEGACY["Legacy local raw data: migrated API extracts and seed datasets"]
    end

    subgraph L["Foundation storage and controls"]
        RAW["D:/DataLake/raw + audit logs: immutable responses, request fingerprints, cache hits, rate limits"]
        CURATED["D:/DataLake/curated + PostgreSQL: normalized tables, current views, source cutoffs"]
        CONTRACT["research.component_signal: score, confidence, horizon, freshness, eligibility"]
        GRAPHSTORE["Graph tables: core.entity, relationships, evidence, entity_exposure_signal"]
        SCHEDULECTRL["5 PM scheduled chain: raw update, curation, applications, reports, health"]
        CREDCTRL["Credential readiness, provider smokes, source checks, raw-asset source readiness, and redacted .env hygiene: catalog.source_credential_ref + .env; research.source_readiness_operator_view tracks 36 sources; 23/23 tracked credential slots configured"]
        RATECTRL["Provider rate and bandwidth controls: source_rate_policy, request leases, dynamic delay, 30-day byte guard"]
        DEDUPCTRL["No-repeat controls: request_cache, fetch_coverage, task idempotency, raw fingerprints"]
        APPSTEPLOG["Scheduled application summaries: per-step JSON status, command, duration, failure details"]
        SQLSTATCTRL["SQL-backed dataset stats refresh: ANALYZE core.sec_company_fact and core.sec_filing_history before freshness reporting"]
        HEALTHCTRL["Pipeline health: scheduled task, worker runs, queue, source-access checks, source readiness, all-provider usage, provider runtime slots/backoff, credential readiness, report freshness, scheduler/result recovery"]
        PUBLICGUARD["Public report guard: stable HTML files in D:/Public Reports; no dated buildup; no docx accumulation"]
    end

    subgraph W["Weighted today in champion rank"]
        MARKOV["Markov Stock State Engine: multi-horizon state probabilities and expected returns"]
        NEURAL["Neural Horizon Overlay: visible neural up/flat/down probabilities"]
        FUND["Fundamental Research: valuation, quality, liquidity, dilution, peer context"]
        GOVRISK["SEC/Governance Aggregate: current governance_risk component"]
        NEWSAGG["News/Event Aggregate: current news_event_intelligence component"]
        GOVSIGNAL["Government Trade Signal: recent buy/sell pressure and filer track record"]
    end

    subgraph V["Visible in reports or training, not fully weighted yet"]
        SECDETAIL["SEC Modular Families: accounting, dilution, insider, control, related-party, distress, cyber/legal"]
        NEWSDETAIL["News Event Families: earnings, analyst revision, issuer release, corporate action, regulatory, product, labor, macro-sector; latest full-history corpus has 1,576,229 articles and 1,410,354 event rows"]
        FORECASTER["Forecaster Reliability Overlay: 882,046 forecast evidence rows, 2,619,863 matured outcomes, and 3,980 review-only overlay signals"]
        RELGRAPH["Relationship Graph: company, sector, person, policy, macro, commodity, supply-chain context, SEC/news, macro/source, and price/volume ontology concepts; latest graph has 152,467 entities, 1,260,888 active relationships, 1,089,477 evidence rows, and 3,656,243 exposure signals"]
        GOVPOLICY["Official Government Policy Graph: Congress.gov 119th bills, Regulations.gov documents, and OpenFEC candidates; latest bounded raw-asset ingest parsed 20 records into 60 entities and 40 source-supported relationships"]
        RELTRAIN["Relationship Weight Training App: persisted readiness report, 56 families, 2,297,121 feature observations, 348,366 matured outcomes, 673,579 review-only component signals; no trained promotion until enough distinct dates mature"]
        RELSCORE["Relationship Exposure Score: 673,579 review-only component_signal rows through 2026-06-21"]
        VISAPP["Stock Decision Visibility Models: publishes disabled review-only component_signal rows; latest refresh added macro, Census, energy, BEA, identity, SEC XBRL/segment, ownership, and analyst/forecaster visibility"]
        MACROVIEW["Macro Regime Pressure Score: rates, inflation, growth, dollar, credit, recession exposure; 452,703 review-only component rows"]
        CENSUSVIEW["Census Activity Pressure Score: Census-only retail, services, construction, inventory, trade, and business-formation exposure; 106,956 review-only component rows"]
        BLSLABOR["BLS Sector Labor Signals: 28 sector employment/wage series mapped to labor-market and labor-cost graph targets"]
        ENERGYVIEW["Energy/Commodity Exposure Score: EIA price, supply, inventory, refinery, consumption, and generation pressure by company/sector relationship; 71,700 review-only component rows"]
        BEAVIEW["BEA Supply Chain Pressure Score: input-output dependency and shock-propagation proxy; 16,288 review-only component rows"]
        TRADEVIEW["Trade/Value-Chain Graph: country-commodity flows, year-over-year trade-flow changes, and country-country value-chain share edges; UN Comtrade has 763 keyed 2023-2024 observations, 520 current YoY comparisons, 1,524 trade-flow relationships, and 31 commodity-map relationships"]
        IDVIEW["Identity/Corporate Structure Risk: FIGI, LEI, ISIN, issuer/security and parent-child complexity"]
        SECXBRLVIEW["SEC XBRL Reconciliation Signal: companyfacts versus fundamentals and anomaly flags"]
        SECSTMTDATA["SEC Statement Data Sets: active-CIK statement facts and segment dimensions"]
        SECNOTESDATA["SEC Statement Notes Data Sets: monthly text/numeric note facts, dimensions, risk and valuation tags"]
        SECNOTESMODEL["SEC Notes Signal Model: related-party, debt/liquidity, legal, dilution, concentration, accounting and segment note signals"]
        OWNERCONTROL["Beneficial Ownership Control Signal: large-holder concentration, control risk, and recent holder support"]
        ANALYSTVIEW["Analyst/Forecaster Alpha: upgrades, targets, firms, authors, and realized forecast skill"]
        VALDATA["Valuation Data Foundation: access audit and normalized missing-data landing tables"]
        FMPBULKDATA["FMP Bulk Data Foundation: EOD, profiles, statements, TTM metrics, ratings, scores, peers, analyst bulk"]
        FACTORDATA["Factor Data Foundation: Fama/French 3-factor, 5-factor, momentum history"]
        FORWARDEST["Forward Estimates: FMP analyst estimates plus Alpha Vantage revision drift"]
        CAPRETURN["Capital Return: dividends plus direct SEC buyback flow evidence"]
        OWNERSHIPMA["Ownership/M&A: beneficial ownership, control-change filings, M&A event seed data"]
        COTPOS["Commodity Positioning: CFTC COT producer, swap, managed-money and CIT pressure"]
        FUTURECURVE["Futures Curve Foundation: Databento GLBX continuous-rank definitions, daily bars, and statistics for energy/metals/grains; 32,894 bars through 2026-06-19, 15,499 statistics rows, 192 definition rows"]
        COMMODITYVAL["Commodity Carry/Value Score: futures curve trend/backwardation projected through company-commodity relationships"]
        COMMODITYINV["Commodity Inventory + Positioning Value: EIA inventory/energy state plus CFTC COT through company-commodity relationships"]
        PRICEFACTOR["Historical Price Factor Lab: old price-history momentum, reversal, volatility, trend and liquidity alpha"]
        HISTALPHA["Historical Alpha Model Lab: fundamentals, earnings surprises, dividends, and SEC filing-event alpha"]
        VALAPP["Stock Valuation Model Lab: disabled review-only valuation-school component_signal rows"]
        OUTCOME["Generic Component Outcome Sync: evaluates eligible/review signals against curated price history"]
        RESTACK["Research Stack Trainer: exploratory nonnegative weights across review-only and champion components"]
        RELMULT["Relative/Peer Multiples: market and comparable-company cheapness"]
        CASHVAL["Cash Flow/Residual/GARP: FCF yield, economic-profit proxy, growth at reasonable price"]
        ASSETVAL["Asset/Net Cash/Shareholder Yield: book value, net cash, dilution, capital return proxy"]
        GRAHAMVAL["Graham Deep Value: Graham-number margin plus SEC net-current-asset cushion"]
        QUALITYVAL["Quality/Distress/Sector Value: compounder, capital efficiency, value-trap guardrails"]
        CLASSICVAL["Classic Value Screens: Magic Formula, Piotroski proxy, Altman proxy, Beneish proxy"]
        FACTORVAL["Factor Tilt Models: value, profitability, conservative investment, size, balance-sheet strength"]
        FACTORATTR["Factor Attribution Model: realized factor exposure, residual returns, and regime validation"]
        INCOMEVAL["Dividend/Income Value: dividend events, consistency, cash-flow support, leverage safety"]
        BUYBACKVAL["SEC Buyback Capital Return: direct repurchase facts, yield proxy, issuance and share-count context"]
        FORWARDVAL["Forward Estimate Value: analyst forward EPS yield, growth, breadth, dispersion"]
        COSTCAP["Cost Of Capital Adjusted Value: valuation yield and returns versus risk-free rate, credit spread, beta, and sector WACC prior"]
        REVDCF["Reverse DCF Value: implied growth hurdle versus analyst/fundamental growth and terminal-growth proxy"]
        EXPLDCF["Explicit Scenario DCF: bear/base/bull five-year cash-flow-yield DCF proxy"]
        SECFINQUAL["SEC Statement Financial Quality: annual SEC facts, Piotroski flags, accruals, receivables/inventory/margin/leverage deltas"]
        SECALTMAN["SEC Statement Altman Solvency: annual SEC working-capital, EBIT, market-equity/liabilities, sales/assets factors"]
        SECBENEISH["SEC Statement Beneish Accounting Quality: annual SEC M-score indices, accruals, and manipulation-risk evidence"]
        SEGMENTFOUND["SEC Segment/SOTP Visibility: dimensional segment facts, revenue-axis concentration, and SOTP feature readiness"]
        SEGMENTVAL["SEC Segment SOTP Value: revenue-axis diversification plus valuation/cash-flow/balance-sheet overlay"]
        MNAVAL["M&A Private-Market Activity: target/acquirer/sector events with fundamental context; no deal multiples yet"]
        MOMCONFIRM["Value + Momentum Confirmation: valuation/quality checked against Markov return pressure"]
    end

    subgraph N["Promotion gates and next upgrades"]
        RELPROMOTE["Relationship Exposure Promotion: enable only after validated outcomes and reviewed weights; current gate is minimum_training_dates_not_met"]
        MACROPROMOTE["Macro Promotion: train point-in-time outcomes and reviewed weights"]
        CENSUSPROMOTE["Census Activity Promotion: validate Census-only demand, construction, trade, and business-formation exposures"]
        ENERGYPROMOTE["Energy/Commodity Promotion: validate producer-benefit and input-cost pressure"]
        BEAPROMOTE["BEA Supply Chain Promotion: replace keyword proxy with mapped upstream/downstream graph"]
        TRADEPROMOTE["Trade/Value-Chain Promotion: train country/commodity and value-added exposure weights"]
        IDPROMOTE["Identity Risk Promotion: validate which structure flags predict risk or coverage problems"]
        SECXBRLPROMOTE["SEC XBRL Promotion: validate anomaly flags against forward returns and restatement risk"]
        SEGMENTPROMOTE["Segment/SOTP Promotion: validate segment deterioration and sum-of-parts valuation features"]
        OWNERPROMOTE["Ownership Control Promotion: train holder-level outcomes before weight promotion"]
        ANALYSTPROMOTE["Analyst Alpha Promotion: promote only reliable forecaster groups with enough samples"]
        PRICEPROMOTE["Historical Price Factor Promotion: require stable out-of-sample lift beyond Markov/neural"]
        ALPHAPROMOTE["Historical Alpha Promotion: require stable out-of-sample lift by family, sector, and horizon"]
        FACTORPROMOTE["Factor Attribution Promotion: validate residual alpha beyond Markov/neural and price-factor overlap"]
        COMMODITYPROMOTE["Commodity Carry Promotion: validate curve-shape, input-cost, and producer-benefit outcomes"]
        VALPROMOTE["Valuation School Promotion: constrained-stack validation by sector, regime, and horizon"]
        STACKPROMOTE["Research Stack Promotion: require enough distinct dates, out-of-sample lift, and operator review"]
        SCOREHIST["Score History Readiness: research.stock_opportunity_score_history_readiness_operator_view; 11 eligible dates, all scored, 0 missing score symbols"]
        COVERAGETRIAGE["Component Coverage Triage: research.component_signal_promotion_triage_operator_view; 26 review-only outcome-covered rows split into 5 positive candidates, 7 inverse/risk-orientation candidates, 14 stack-validation rows, 0 low-sample rows"]
        PROMOREADY["Model Promotion Readiness: 13 tracked rows, 1 research-stack challenger ready; stop-loss priorities + selector blueprint + selector matrix show 41 review-only case/blueprint rows, 5 matrix groups, 17 backfill buckets, 24 date-gated rows, and 120 review-only feature-policy rows"]
        TRAINSTATUS["2026-06-21 Training Promotion Status: no champion promotion; five research challengers refreshed; h21 all-current challenger ready for operator review but still research-only"]
        VALDATAGAP["Remaining Valuation Data Gaps: statement-grade FCFF/FCFE DCF paths, normalized segment financial history, repurchase authorizations/share-retirement history, pre-2024/additional-instrument curve backfills, reserves/cost curves, richer transaction terms and multiples"]
        FMPBULKGAP["FMP Bulk Operationalization: entitlement active; schedule EOD/current bridges and monitor fallback symbol-level calls"]
    end

    subgraph D["Decision and output layer"]
        ENSEMBLE["Stock Opportunity Ensemble: champion weights, missingness, eligibility, rank, thesis"]
        PAPER["Paper Strategy Ledger + Optimizer: top <=15 shortlist, positions, outcomes, stop-loss selector blueprint, and challenger strategy tests"]
        THESISBOARD["Report Thesis + Decision Matrix: why/why-not, data used, model impact"]
        WATERFALL["Component Contribution Waterfall: weighted champion impact"]
        REVIEWBOARD["Review-Only / Under-Used Evidence Board: SEC, news, valuation, macro/graph, identity, historical labs"]
        REPORT["D:/Public Reports/Stock_Value_Report_Deep_Dive.html: primary stable daily report"]
        HTML["D:/Public Reports/Stock_Value_Report_Data_Flow.html: diagram-first operating map"]
        PROMOREPORT["D:/Public Reports/Model_Promotion_Readiness.html: promotion gates, ready challengers, component input triage, blockers, and review checklist"]
        SOURCEREPORT["D:/Public Reports/Source_Readiness.html: source coverage, credential slots, access checks, smokes, rate policies, and raw assets"]
        COVERAGEREPORT["D:/Public Reports/Component_Signal_Coverage.html: component_signal, matured outcomes, training-coverage highlights, and review-only promotion triage by component/horizon"]
        APPHEALTHREPORT["D:/Public Reports/Application_Run_Health.html: application run status, degraded reasons, recovered failures, and operator actions"]
        STORAGEREPORT["D:/Public Reports/Data_Lake_Storage_Health.html: D-drive capacity, D:/DataLake footprint, public report footprint, Docker storage footprint, and PostgreSQL logical size"]
        FRESHREPORT["D:/Public Reports/Data_Lake_Freshness.html: raw source landing freshness, provider activity, curated dataset freshness, and operator actions"]
        EFFREPORT["D:/Public Reports/Provider_Request_Efficiency.html: source/endpoint cache hit rates, remote calls, repeated fingerprints, failures, rate limits, entitlement recovery, bandwidth, and operator actions"]
        HEALTHREPORT["D:/Public Reports/Pipeline_Health.html: stable dashboard for scheduler recovery, queue state, source/provider guardrails, report freshness, and schema checks"]
        MACHINE["Machine outputs: parquet, json, csv, SQL views for apps and AI"]
    end

    FMP --> RAW
    SEC --> RAW
    NEWS --> RAW
    GOV --> RAW
    OFFGOV --> RAW
    MACRO --> RAW
    BLS --> RAW
    TREASURY --> RAW
    CENSUS --> RAW
    FACTORSRC --> RAW
    ENERGY --> RAW
    CFTC --> RAW
    FUTURES --> RAW
    TRADE --> RAW
    IDS --> RAW
    LEGACY --> RAW
    SCHEDULECTRL --> RAW
    SCHEDULECTRL --> APPSTEPLOG
    CREDCTRL -. "blocks required missing credentials; surfaces optional gaps, source checks, and landed raw-asset evidence" .-> RAW
    RATECTRL -. "paces provider calls across parallel workers" .-> RAW
    DEDUPCTRL -. "prevents repeated historical calls" .-> RAW
    RAW --> CURATED
    CURATED --> CONTRACT
    CURATED --> GRAPHSTORE
    RAW --> HEALTHCTRL
    CURATED --> HEALTHCTRL
    APPSTEPLOG --> HEALTHCTRL

    CURATED --> MARKOV
    MARKOV --> NEURAL
    CURATED --> FUND
    CURATED --> GOVRISK
    CURATED --> NEWSAGG
    CURATED --> GOVSIGNAL
    MARKOV --> CONTRACT
    NEURAL --> CONTRACT
    FUND --> CONTRACT
    GOVRISK --> CONTRACT
    NEWSAGG --> CONTRACT
    GOVSIGNAL --> CONTRACT

    SEC --> SECDETAIL
    NEWS --> NEWSDETAIL
    NEWSDETAIL --> FORECASTER
    CURATED --> RELGRAPH
    GRAPHSTORE --> RELGRAPH
    OFFGOV -. "verified source access; next extraction layer" .-> GOVPOLICY
    GOVPOLICY -. "policy, politician, committee, docket, donor relationships" .-> RELGRAPH
    RELGRAPH --> RELTRAIN
    SECDETAIL -. "visible, review-only" .-> REPORT
    NEWSDETAIL -. "visible, mostly unweighted" .-> REPORT
    FORECASTER -. "visible, review-only" .-> REPORT
    RELGRAPH -. "context, not champion-weighted" .-> REPORT
    RELTRAIN -. "training gate" .-> MACHINE
    RELTRAIN -. "review-only bridge" .-> RELSCORE
    CURATED --> VISAPP

    RELSCORE -. "disabled for rank cutoff" .-> CONTRACT
    RELSCORE -. "promote when validated" .-> RELPROMOTE
    MACRO --> MACROVIEW
    BLS --> BLSLABOR
    BLS -. "mapped inflation and aggregate labor contributors; latest-revised, not vintage-safe" .-> MACROVIEW
    BLSLABOR -. "30 latest labor target signals; sector labor cost/activity context" .-> MACROVIEW
    BLSLABOR -. "sector/company labor-market and labor-cost edges" .-> RELGRAPH
    TREASURY -. "mapped fiscal/debt/tariff contributors; inferred fiscal edges review-only" .-> MACROVIEW
    CENSUS -. "direct EITS live; 176 series / 90,060 stored observation-vintage rows; QSS expanded to 57 service categories, plus retail, manufacturing, wholesale, VIP construction, BFS formation, housing, and trade; FRED mirrors already mapped" .-> MACROVIEW
    CENSUS --> CENSUSVIEW
    ENERGY --> ENERGYVIEW
    MACRO -. "BEA input-output" .-> BEAVIEW
    TRADE -. "Comtrade and TiVA" .-> TRADEVIEW
    IDS --> IDVIEW
    SECDETAIL --> SECXBRLVIEW
    SEC --> SECSTMTDATA
    SEC --> SECNOTESDATA
    SECSTMTDATA --> SECXBRLVIEW
    SECNOTESDATA --> SECDETAIL
    SECNOTESDATA --> SECXBRLVIEW
    SECNOTESDATA --> SECNOTESMODEL
    SECNOTESMODEL --> SECDETAIL
    FORECASTER --> ANALYSTVIEW
    CURATED --> VALDATA
    FMP --> FMPBULKDATA
    FMPBULKDATA --> VALDATA
    FMPBULKDATA -. "reduces symbol-by-symbol pulls; remaining work is scheduling and fallback monitoring" .-> FMPBULKGAP
    CURATED --> FACTORDATA
    FACTORSRC --> FACTORDATA
    FMP --> VALDATA
    CFTC --> VALDATA
    FUTURES --> VALDATA
    VALDATA --> FORWARDEST
    VALDATA --> CAPRETURN
    SECSTMTDATA --> CAPRETURN
    VALDATA --> OWNERSHIPMA
    VALDATA --> COTPOS
    VALDATA --> FUTURECURVE
    FUTURES --> FUTURECURVE
    OWNERSHIPMA --> OWNERCONTROL
    VISAPP --> MACROVIEW
    VISAPP --> CENSUSVIEW
    VISAPP --> ENERGYVIEW
    VISAPP --> BEAVIEW
    VISAPP --> IDVIEW
    VISAPP --> SECXBRLVIEW
    VISAPP --> SEGMENTFOUND
    VISAPP --> OWNERCONTROL
    VISAPP --> ANALYSTVIEW
    FORWARDEST --> ANALYSTVIEW
    COTPOS --> ENERGYVIEW
    FUTURECURVE --> ENERGYVIEW
    FUTURECURVE --> VALAPP
    FUTURECURVE --> COMMODITYVAL
    RELGRAPH --> COMMODITYVAL
    TRADEVIEW --> RELGRAPH
    TRADEVIEW --> GRAPHSTORE
    CURATED --> PRICEFACTOR
    CURATED --> HISTALPHA
    SECDETAIL --> HISTALPHA
    CURATED --> VALAPP
    VALDATA --> VALAPP
    FACTORDATA --> VALAPP
    SECSTMTDATA --> VALAPP
    SECNOTESDATA --> VALAPP
    SECNOTESMODEL --> VALAPP
    FUND --> VALAPP
    VALAPP --> RELMULT
    VALAPP --> CASHVAL
    VALAPP --> ASSETVAL
    VALAPP --> GRAHAMVAL
    VALAPP --> QUALITYVAL
    VALAPP --> CLASSICVAL
    VALAPP --> FACTORVAL
    FACTORDATA --> FACTORATTR
    FACTORATTR --> FACTORVAL
    VALAPP --> INCOMEVAL
    CAPRETURN --> BUYBACKVAL
    SECSTMTDATA --> BUYBACKVAL
    VALAPP --> BUYBACKVAL
    VALAPP --> FORWARDVAL
    MACRO --> COSTCAP
    FACTORATTR --> COSTCAP
    VALAPP --> COSTCAP
    FORWARDEST --> REVDCF
    COSTCAP --> REVDCF
    VALAPP --> REVDCF
    FORWARDEST --> EXPLDCF
    COSTCAP --> EXPLDCF
    VALAPP --> EXPLDCF
    SECSTMTDATA --> SECFINQUAL
    VALAPP --> SECFINQUAL
    SECSTMTDATA --> SECALTMAN
    VALAPP --> SECALTMAN
    SECSTMTDATA --> SECBENEISH
    VALAPP --> SECBENEISH
    VALAPP --> COMMODITYVAL
    ENERGYVIEW --> COMMODITYINV
    COTPOS --> COMMODITYINV
    VALAPP --> COMMODITYINV
    SECSTMTDATA --> SEGMENTFOUND
    SECNOTESDATA --> SEGMENTFOUND
    SECNOTESMODEL --> SEGMENTFOUND
    SEGMENTFOUND --> VALAPP
    SEGMENTFOUND --> SEGMENTVAL
    VALAPP --> SEGMENTVAL
    OWNERSHIPMA --> MNAVAL
    VALAPP --> MNAVAL
    VALAPP --> MOMCONFIRM
    CONTRACT --> OUTCOME
    CURATED --> OUTCOME
    OUTCOME --> RESTACK
    OUTCOME --> COVERAGETRIAGE
    OUTCOME -. "today's matured evaluation feed" .-> TRAINSTATUS
    COVERAGETRIAGE -. "positive, inverse/risk, validate-in-stack, and low-sample review buckets" .-> RESTACK
    COVERAGETRIAGE -. "triage before any manual promotion" .-> STACKPROMOTE
    RESTACK -. "research-only challenger weights" .-> MACHINE
    RESTACK -. "visible training review" .-> REPORT
    RESTACK -. "five research challengers refreshed; one h21 policy review-ready; no production promotion" .-> TRAINSTATUS
    RESTACK -. "promote only after gates pass" .-> STACKPROMOTE
    TRAINSTATUS -. "gated by operator review, leakage, sector/stability, and horizon date checks" .-> STACKPROMOTE
    PRICEFACTOR -. "disabled for rank cutoff" .-> CONTRACT
    PRICEFACTOR -. "visible in deep dive" .-> REPORT
    PRICEFACTOR -. "machine research output" .-> MACHINE
    PRICEFACTOR -. "promote when validated" .-> PRICEPROMOTE
    HISTALPHA -. "disabled for rank cutoff" .-> CONTRACT
    HISTALPHA -. "visible in deep dive" .-> REPORT
    HISTALPHA -. "machine research output" .-> MACHINE
    HISTALPHA -. "promote when validated" .-> ALPHAPROMOTE
    MACROVIEW -. "disabled for rank cutoff" .-> CONTRACT
    CENSUSVIEW -. "disabled for rank cutoff" .-> CONTRACT
    ENERGYVIEW -. "disabled for rank cutoff" .-> CONTRACT
    BEAVIEW -. "disabled for rank cutoff" .-> CONTRACT
    TRADEVIEW -. "disabled for rank cutoff" .-> CONTRACT
    IDVIEW -. "disabled for rank cutoff" .-> CONTRACT
    SECXBRLVIEW -. "disabled for rank cutoff" .-> CONTRACT
    SECNOTESMODEL -. "disabled review-only component rows" .-> CONTRACT
    SEGMENTFOUND -. "disabled review-only component rows" .-> CONTRACT
    SEGMENTFOUND -. "feature evidence and SOTP readiness" .-> MACHINE
    SEGMENTVAL -. "disabled for rank cutoff" .-> CONTRACT
    SECFINQUAL -. "disabled for rank cutoff" .-> CONTRACT
    SECALTMAN -. "disabled for rank cutoff" .-> CONTRACT
    SECBENEISH -. "disabled for rank cutoff" .-> CONTRACT
    MNAVAL -. "disabled for rank cutoff" .-> CONTRACT
    OWNERCONTROL -. "disabled for rank cutoff" .-> CONTRACT
    ANALYSTVIEW -. "disabled for rank cutoff" .-> CONTRACT
    RELMULT -. "disabled for rank cutoff" .-> CONTRACT
    CASHVAL -. "disabled for rank cutoff" .-> CONTRACT
    ASSETVAL -. "disabled for rank cutoff" .-> CONTRACT
    GRAHAMVAL -. "disabled for rank cutoff" .-> CONTRACT
    QUALITYVAL -. "disabled for rank cutoff" .-> CONTRACT
    CLASSICVAL -. "disabled for rank cutoff" .-> CONTRACT
    FACTORVAL -. "disabled for rank cutoff" .-> CONTRACT
    FACTORATTR -. "disabled review-only component rows" .-> CONTRACT
    FACTORATTR -. "training and attribution only" .-> MACHINE
    INCOMEVAL -. "disabled for rank cutoff" .-> CONTRACT
    BUYBACKVAL -. "disabled for rank cutoff" .-> CONTRACT
    FORWARDVAL -. "disabled for rank cutoff" .-> CONTRACT
    COSTCAP -. "disabled for rank cutoff" .-> CONTRACT
    REVDCF -. "disabled for rank cutoff" .-> CONTRACT
    EXPLDCF -. "disabled for rank cutoff" .-> CONTRACT
    COMMODITYVAL -. "disabled for rank cutoff" .-> CONTRACT
    COMMODITYINV -. "disabled for rank cutoff" .-> CONTRACT
    MOMCONFIRM -. "disabled for rank cutoff" .-> CONTRACT
    MACROVIEW -. "visible in deep dive" .-> REPORT
    CENSUSVIEW -. "visible in deep dive" .-> REPORT
    ENERGYVIEW -. "visible in deep dive" .-> REPORT
    BEAVIEW -. "visible in deep dive" .-> REPORT
    TRADEVIEW -. "visible in deep dive" .-> REPORT
    IDVIEW -. "visible in deep dive" .-> REPORT
    SECXBRLVIEW -. "visible in deep dive" .-> REPORT
    SECSTMTDATA -. "source coverage in data-flow map" .-> REPORT
    SECNOTESDATA -. "source coverage in data-flow map" .-> REPORT
    SECNOTESMODEL -. "visible SEC note evidence" .-> REPORT
    SEGMENTFOUND -. "visible segment/SOTP evidence" .-> REPORT
    SEGMENTVAL -. "visible in deep dive" .-> REPORT
    SECFINQUAL -. "visible in deep dive" .-> REPORT
    SECALTMAN -. "visible in deep dive" .-> REPORT
    SECBENEISH -. "visible in deep dive" .-> REPORT
    MNAVAL -. "visible in deep dive" .-> REPORT
    OWNERCONTROL -. "visible ownership/control evidence" .-> REPORT
    ANALYSTVIEW -. "visible in deep dive" .-> REPORT
    FORWARDEST -. "visible as valuation input" .-> REPORT
    CAPRETURN -. "visible as valuation input" .-> REPORT
    OWNERSHIPMA -. "visible as risk/value evidence" .-> REPORT
    COTPOS -. "visible as commodity exposure evidence" .-> REPORT
    FUTURECURVE -. "visible as curve source evidence" .-> REPORT
    RELMULT -. "visible in deep dive" .-> REPORT
    CASHVAL -. "visible in deep dive" .-> REPORT
    ASSETVAL -. "visible in deep dive" .-> REPORT
    GRAHAMVAL -. "visible in deep dive" .-> REPORT
    QUALITYVAL -. "visible in deep dive" .-> REPORT
    CLASSICVAL -. "visible in deep dive" .-> REPORT
    FACTORVAL -. "visible in deep dive" .-> REPORT
    FACTORDATA -. "source coverage in data-flow map" .-> REPORT
    FACTORATTR -. "visible attribution evidence" .-> REPORT
    INCOMEVAL -. "visible in deep dive" .-> REPORT
    BUYBACKVAL -. "visible in deep dive" .-> REPORT
    FORWARDVAL -. "visible in deep dive" .-> REPORT
    COSTCAP -. "visible in deep dive" .-> REPORT
    REVDCF -. "visible in deep dive" .-> REPORT
    EXPLDCF -. "visible in deep dive" .-> REPORT
    COMMODITYVAL -. "visible in deep dive" .-> REPORT
    COMMODITYINV -. "visible in deep dive" .-> REPORT
    MOMCONFIRM -. "visible in deep dive" .-> REPORT
    RELPROMOTE -. "future champion/challenger weights" .-> CONTRACT
    MACROVIEW -. "promote when validated" .-> MACROPROMOTE
    CENSUSVIEW -. "promote when validated" .-> CENSUSPROMOTE
    ENERGYVIEW -. "promote when validated" .-> ENERGYPROMOTE
    BEAVIEW -. "promote when validated" .-> BEAPROMOTE
    TRADEVIEW -. "promote when validated" .-> TRADEPROMOTE
    IDVIEW -. "promote when validated" .-> IDPROMOTE
    SECXBRLVIEW -. "promote when validated" .-> SECXBRLPROMOTE
    SEGMENTFOUND -. "promote when validated" .-> SEGMENTPROMOTE
    SEGMENTVAL -. "promote when validated" .-> VALPROMOTE
    SECFINQUAL -. "promote when validated" .-> VALPROMOTE
    SECALTMAN -. "promote when validated" .-> VALPROMOTE
    SECBENEISH -. "promote when validated" .-> VALPROMOTE
    MNAVAL -. "promote when validated" .-> VALPROMOTE
    SEGMENTPROMOTE -. "future champion/challenger weights" .-> CONTRACT
    OWNERCONTROL -. "promote when validated" .-> OWNERPROMOTE
    OWNERPROMOTE -. "future champion/challenger weights" .-> CONTRACT
    ANALYSTVIEW -. "promote when validated" .-> ANALYSTPROMOTE
    HISTALPHA -. "evaluated when horizons mature" .-> OUTCOME
    RELMULT -. "promote when validated" .-> VALPROMOTE
    CASHVAL -. "promote when validated" .-> VALPROMOTE
    ASSETVAL -. "promote when validated" .-> VALPROMOTE
    GRAHAMVAL -. "promote when validated" .-> VALPROMOTE
    QUALITYVAL -. "promote when validated" .-> VALPROMOTE
    CLASSICVAL -. "promote when validated" .-> VALPROMOTE
    FACTORATTR -. "promote when validated" .-> FACTORPROMOTE
    FACTORPROMOTE -. "future champion/challenger weights" .-> CONTRACT
    FACTORVAL -. "promote when validated" .-> VALPROMOTE
    INCOMEVAL -. "promote when validated" .-> VALPROMOTE
    BUYBACKVAL -. "promote when validated" .-> VALPROMOTE
    FORWARDVAL -. "promote when validated" .-> VALPROMOTE
    COSTCAP -. "promote when validated" .-> VALPROMOTE
    REVDCF -. "promote when validated" .-> VALPROMOTE
    EXPLDCF -. "promote when validated" .-> VALPROMOTE
    COMMODITYVAL -. "promote when validated" .-> COMMODITYPROMOTE
    COMMODITYINV -. "promote when validated" .-> COMMODITYPROMOTE
    COMMODITYPROMOTE -. "future champion/challenger weights" .-> CONTRACT
    MOMCONFIRM -. "promote when validated" .-> VALPROMOTE
    VALDATAGAP -. "feeds new provider/API requests" .-> VALDATA
    VALDATAGAP -. "future normalized inputs" .-> VALAPP
    MACROPROMOTE -. "future champion/challenger weights" .-> CONTRACT
    CENSUSPROMOTE -. "future champion/challenger weights" .-> CONTRACT
    ENERGYPROMOTE -. "future champion/challenger weights" .-> CONTRACT
    BEAPROMOTE -. "future champion/challenger weights" .-> CONTRACT
    TRADEPROMOTE -. "future champion/challenger weights" .-> CONTRACT
    IDPROMOTE -. "future champion/challenger weights" .-> CONTRACT
    SECXBRLPROMOTE -. "future champion/challenger weights" .-> CONTRACT
    ANALYSTPROMOTE -. "future champion/challenger weights" .-> CONTRACT
    PRICEPROMOTE -. "future champion/challenger weights" .-> CONTRACT
    ALPHAPROMOTE -. "future champion/challenger weights" .-> CONTRACT
    STACKPROMOTE -. "future champion/challenger weights" .-> CONTRACT

    CONTRACT -. "date coverage and score-backfill readiness" .-> SCOREHIST
    SCOREHIST -. "feeds consolidated promotion gate" .-> PROMOREADY
    COVERAGETRIAGE -. "component-level training candidates and orientation checks" .-> PROMOREADY
    RELTRAIN -. "feeds consolidated promotion gate" .-> PROMOREADY
    RESTACK -. "feeds consolidated promotion gate" .-> PROMOREADY
    CONTRACT --> ENSEMBLE
    SCOREHIST -. "optimizer history gate evidence" .-> PAPER
    PROMOREADY -. "operator review and promotion blockers" .-> REPORT
    PROMOREADY --> PROMOREPORT
    ENSEMBLE --> PAPER
    ENSEMBLE --> THESISBOARD
    ENSEMBLE --> WATERFALL
    CONTRACT -. "latest champion and review-only rows" .-> REVIEWBOARD
    THESISBOARD --> REPORT
    WATERFALL --> REPORT
    REVIEWBOARD --> REPORT
    ENSEMBLE --> REPORT
    PAPER --> REPORT
    CONTRACT --> MACHINE
    ENSEMBLE --> MACHINE
    HEALTHCTRL --> HTML
    HEALTHCTRL -. "operator state, source readiness, source-access checks, and credential gaps" .-> REPORT
    HEALTHCTRL --> SOURCEREPORT
    OUTCOME --> COVERAGEREPORT
    COVERAGETRIAGE --> COVERAGEREPORT
    CONTRACT --> COVERAGEREPORT
    HEALTHCTRL --> APPHEALTHREPORT
    APPSTEPLOG --> APPHEALTHREPORT
    RAW --> STORAGEREPORT
    CURATED --> STORAGEREPORT
    HEALTHCTRL --> STORAGEREPORT
    RAW --> FRESHREPORT
    CURATED --> FRESHREPORT
    SQLSTATCTRL --> FRESHREPORT
    HEALTHCTRL --> FRESHREPORT
    RATECTRL --> EFFREPORT
    DEDUPCTRL --> EFFREPORT
    RAW --> EFFREPORT
    HEALTHCTRL --> EFFREPORT
    HEALTHCTRL --> HEALTHREPORT
    APPSTEPLOG -. "per-step runtime and failure evidence" .-> REPORT
    PUBLICGUARD --> REPORT
    PUBLICGUARD --> HTML
    PUBLICGUARD --> PROMOREPORT
    PUBLICGUARD --> SOURCEREPORT
    PUBLICGUARD --> COVERAGEREPORT
    PUBLICGUARD --> APPHEALTHREPORT
    PUBLICGUARD --> STORAGEREPORT
    PUBLICGUARD --> FRESHREPORT
    PUBLICGUARD --> EFFREPORT
    PUBLICGUARD --> HEALTHREPORT
    HTML --> REPORT

    class FMP,SEC,NEWS,GOV,MACRO,BLS,TREASURY,CENSUS,FACTORSRC,ENERGY,CFTC,FUTURES,TRADE,IDS,LEGACY source
    class RAW,CURATED,CONTRACT,GRAPHSTORE storage
    class SCHEDULECTRL,CREDCTRL,RATECTRL,DEDUPCTRL,APPSTEPLOG,SQLSTATCTRL,HEALTHCTRL,PUBLICGUARD,SCOREHIST,PROMOREADY control
    class MARKOV,NEURAL,FUND,GOVRISK,NEWSAGG,GOVSIGNAL weighted
    class SECDETAIL,NEWSDETAIL,FORECASTER,RELGRAPH,RELTRAIN,RELSCORE,VISAPP,MACROVIEW,CENSUSVIEW,BLSLABOR,ENERGYVIEW,BEAVIEW,TRADEVIEW,IDVIEW,SECXBRLVIEW,SECSTMTDATA,SECNOTESDATA,SECNOTESMODEL,SEGMENTFOUND,OWNERCONTROL,ANALYSTVIEW,VALDATA,FMPBULKDATA,FACTORDATA,FORWARDEST,CAPRETURN,OWNERSHIPMA,COTPOS,FUTURECURVE,COMMODITYVAL,COMMODITYINV,PRICEFACTOR,HISTALPHA,VALAPP,OUTCOME,RESTACK,RELMULT,CASHVAL,ASSETVAL,GRAHAMVAL,QUALITYVAL,CLASSICVAL,FACTORVAL,FACTORATTR,INCOMEVAL,BUYBACKVAL,FORWARDVAL,COSTCAP,REVDCF,EXPLDCF,SECFINQUAL,SECALTMAN,SECBENEISH,SEGMENTVAL,MNAVAL,MOMCONFIRM review
    class RELPROMOTE,MACROPROMOTE,CENSUSPROMOTE,ENERGYPROMOTE,BEAPROMOTE,TRADEPROMOTE,IDPROMOTE,SECXBRLPROMOTE,SEGMENTPROMOTE,OWNERPROMOTE,ANALYSTPROMOTE,PRICEPROMOTE,ALPHAPROMOTE,FACTORPROMOTE,COMMODITYPROMOTE,VALPROMOTE,STACKPROMOTE,TRAINSTATUS,VALDATAGAP gap
    class FMPBULKGAP review
    class ENSEMBLE,PAPER,THESISBOARD,WATERFALL decision
    class REVIEWBOARD review
    class REPORT,HTML,PROMOREPORT,SOURCEREPORT,COVERAGEREPORT,APPHEALTHREPORT,STORAGEREPORT,FRESHREPORT,EFFREPORT,HEALTHREPORT,MACHINE output

Source / Layer	What Data Is It?	Application Or Model	Status In Rank	What It Decides	Report Evidence
FMP market/fundamental API	Prices, profiles, statements, ratios, fundamentals, calendars, some analyst/news data	Fundamental Research; Markov Stock State Engine; Stock Valuation Model Lab	Core fundamental blend weighted today; valuation lab review-only	Valuation, quality, liquidity, dilution, peer set, price history, multi-horizon states, separated valuation-school evidence	Fundamental Value, Price History, Markov Detail, Peer Comparison, Decision And Valuation Review Models
Valuation data foundation	FMP analyst estimates, dividends, beneficial ownership, M&A event parties/dates/SEC links, CFTC COT rows, EIA inventory/energy signals, Databento futures curves, SEC annual statement facts	Stock Valuation Model Lab	Visible/review-only; disabled for champion rank	Forward estimate value, capital return, private-market M&A activity, commodity carry/value, commodity inventory/positioning value, cost-of-capital, reverse-DCF and explicit scenario DCF context, SEC financial quality, Altman solvency, and Beneish accounting quality	Decision And Valuation Review Models, Capital Return, M&A Private-Market Activity, Commodity Carry/Value, Commodity Inventory/Positioning, SEC Statement Quality/Altman/Beneish, Explicit DCF Scenario
SEC EDGAR	Filing metadata, official links, submission history, filing text, XBRL company facts	SEC/Governance Aggregate; SEC Modular Families	Aggregate weighted; modular families visible/review-only	Governance risk, related-party/control language, material-weakness/restatement risk, filing evidence status	SEC Filing Metadata, Governance Risk, SEC Modular Review Signals
News/event feeds	Factual headlines, company events, opinion and forecast articles, publisher and author attribution	News/Event Intelligence; Event Family Split; Forecaster Reliability Overlay	Aggregate weighted; event families and forecaster reliability mostly review-only	Event score, factual vs opinion/forecast classification, publisher/author reliability hooks	Recent News And Event Influence, News Review Signals, Forecaster Track Record
Government trade disclosures	Government and congressional buy/sell filings, amounts, dates, filer identity	Government Trade Signal	Weighted today, intentionally small	Recent buy/sell pressure and filer track-record weighted signal	Government Trade Evidence, Government Trade Signal In Top 15
Curated price lake	Point-in-time adjusted-close history by symbol	Markov/Neural models; paper ledger; outcome evaluators	Weighted today and used for training outcomes	Up/flat/down probabilities, expected returns, trailing returns, paper-position returns	Markov Multi-Horizon Detail, Neural Horizon, Price History, Paper Positions
Curated historical prices	Old adjusted-close and volume histories	Historical Price Factor Lab	Visible/review-only; disabled for champion rank	Momentum, reversal, volatility, trend, drawdown, and liquidity alpha trained/tested on old data	Historical Price Factor Lab summary; Decision And Valuation Review Models
Curated historical fundamentals, events, and filings	Old quarterly statements, ratios, key metrics, earnings surprises, dividends, and SEC filing metadata	Historical Alpha Model Lab	Visible/review-only; disabled for champion rank	Fundamental-factor, earnings-surprise, dividend-policy, and filing-event alpha trained/tested on old data	Historical Alpha Model Lab summary; Decision And Valuation Review Models
FRED/ALFRED, BEA, EIA	Macro vintages, economic accounts, input-output data, energy series	Macro graph signals; energy graph signals; Stock Decision Visibility Models	Visible/review-only; disabled for champion rank	Sector/entity/macro exposures, input-output dependency, energy/commodity pressure	Decision Visibility Review Models; Relationship context
UN Comtrade and OECD TiVA	Country-commodity import/export observations; country-country export/import/value-added partner shares	Trade/Value-Chain Graph; Relationship Graph; Stock Decision Visibility Models	Visible/review-only; disabled for champion rank	Commodity trade dependency, import origin exposure, export-market dependence, and foreign value-added exposure	Relationship context; future Trade/Value-Chain review signals
OpenFIGI and GLEIF	Security identifiers, legal entities, LEI/ISIN relationships, parent-child links	Identity and relationship graph; Stock Decision Visibility Models	Visible/review-only; disabled for champion rank	Identifier integrity, issuer/security matching, corporate structure complexity	Identity/Corporate Structure Risk row in Decision Visibility Review Models
Provider control plane	Credential readiness, source readiness with raw-asset landing evidence, source-access checks, candidate provider smokes, provider request efficiency, entitlement recovery, rate policies, request leases, bandwidth guard, request cache, fetch coverage, task idempotency, scheduled-application step summaries, and pipeline health	Daily Updater; Scheduled Application Wrapper; Source Readiness; Provider Request Efficiency; Source Access Checks; Candidate Provider Smoke; Pipeline Health; Source Expansion Workers	Operational gate, not a rank signal	Prevents missing credentials, repeated calls, provider overrun, stale queues, active entitlement retry loops, silent access failures, and public report buildup	Data-flow diagram, latest pipeline health, scheduled-application JSON summaries, source/provider readiness context
Component training coverage	Component signals, current eligibility, matured outcome evaluations, enabled outcome-covered inputs, review-only outcome-covered inputs, sparse inputs, awaiting-outcome inputs, and centralized promotion-triage buckets	Component Signal Coverage report; Model Promotion Readiness; Stock Opportunity Ensemble research stack	Operational training gate, not a rank signal	Shows which model inputs can be trained, which need more outcome history, and which review-only families have enough evidence for validation work	D:/Public Reports/Component_Signal_Coverage.html; research.component_signal_coverage_operator_view; research.component_signal_promotion_triage_operator_view; promotion-readiness report
SEC XBRL companyfacts	Official fact tags, values, filing dates, periods, units	SEC XBRL Reconciliation Signal	Visible/review-only; disabled for champion rank	Missing/stale facts, leverage anomalies, cash/liability pressure, FMP-vs-SEC mismatch	SEC XBRL Reconciliation row in Decision Visibility Review Models
Opinion and forecast attribution	Forecast origin, organization, author, event key, matured hit rate, signed return capture	Analyst/Forecaster Alpha	Visible/review-only; disabled for champion rank	Which forecasters appear helpful or harmful before promotion	Analyst/Forecaster Alpha row plus Forecaster Track Record Context
Relationship graph	Companies, sectors, people, policy, macro, commodities, SEC concepts, news events, model-signal entities	Relationship Graph; Relationship Family Weight Training; Relationship Exposure Score	Visible/review-only bridge until enough validated outcomes exist	Graph exposure observations, relationship families, trained challenger weights, review-only component signals	Relationship context and future Relationship Exposure promotion
research.component_signal	Normalized score, confidence, horizon, freshness, eligibility for each model input	Stock Opportunity Ensemble	Only champion-weighted rows affect rank	Weighted contribution, missingness, eligibility, aggregate rank	Thesis, Decision Matrix, Component Contribution Waterfall, Review-Only / Under-Used Evidence Board, Weighted Components, Top 15 Rank
Paper strategy ledger	Recommendation runs, positions, outcomes, strategy definitions	Paper Strategy Optimizer	Evaluates strategy, does not silently promote	Which top <=15 candidates to track and how strategy variants perform	Paper Strategy Top 15, Open Paper Positions, optimizer reports

Current Decision Gates

Freshness gate: stale data stays visible but lowers trust.
Eligibility gate: excluded/review rows can be shown for research but do not become clean paper candidates.
Missingness gate: missing component-horizon rows score neutral with reduced confidence and are shown explicitly.
Weight gate: every model enters the ensemble through research.ensemble_policy_weight, not hidden report logic.
Outcome gate: challenger weights and paper strategies must mature through observed forward returns before promotion.
Provider gate: required credentials, provider leases, cache/coverage checks, and bandwidth limits must pass before acquisition expands.

Diagram-First Separation Rules

Every important diagram box should map to one application, one model family, or one report-output contract.
A box is not treated as a real rank input until it publishes research.component_signal rows and has visible champion or challenger weights.
Rich evidence can appear in the report before it is rank-weighted, but the table must label it as review-only or under-used.
New data sources should first land in raw/curated storage, then get a separate model box, then enter the ensemble only after outcome tracking exists.

Trainable Weight Review

Production Challenger

Challenger status: insufficient_data
Reason: minimum_training_rows_not_met
Matured training rows: 266
Distinct matured dates: 14

Research Challenger Expansion

Research status: challengers_created
Research challengers refreshed/created: 9
Research scope/horizon skips: 3
Reason:
New weighting policies remain challengers until their time-ordered validation record supports promotion.

Paper Strategy Top 15

Paper Rank	Symbol	Opportunity Rank	Score	Confidence	Expected Return	Sector
No candidates passed the current paper-policy gates

Government Trade Signal In Top 15

Symbol	Gov Score	Confidence	Recent Buys	Recent Sells	Top Filers
No candidates passed the current paper-policy gates

Open Paper Positions

Symbol	Opened	Entry Price	Latest Price	Paper Return	Strategy
No open paper positions

Machine Outputs

Parquet: D:\DataLake\exports\applications\stock_opportunity_ensemble\latest\stock-opportunity-scores.parquet
PostgreSQL: research.stock_opportunity_latest
Latest preview or active shortlist: paper.recommendation_latest
Active paper shortlist only: paper.active_recommendation_latest

On-Demand Deep Dive

.\scripts\get-stock-opportunity-report.ps1 -Symbol AAPL

Full Top 15 Stock Deep Dives

The following sections include every registered evidence layer currently available to the report: thesis, model decision data, fundamentals, liquidity/dilution, peers, SEC/governance, news/events, price history, Markov/neural horizons, government-trade evidence, forecaster track records, and verification notes.

No paper-strategy candidates passed the current policy gates.